Talent.com
PyTorch Operator - ML Engineer
PyTorch Operator - ML EngineerMercor • Asheville, North Carolina, US
PyTorch Operator - ML Engineer

PyTorch Operator - ML Engineer

Mercor • Asheville, North Carolina, US
13 hours ago
Job type
  • Full-time
  • Remote
Job description

###

  • 1) Role Overview

Mercor is seeking experienced PyTorch experts who excel in extending and customizing the framework at the operator level. Ideal contributors are those who deeply understand PyTorch’s dispatch system, ATen, autograd mechanics, and C++ extension interfaces. These contractors bridge research concepts and high-performance implementation, producing clear, maintainable operator definitions that integrate seamlessly into existing codebases. ###

  • 2) Key Responsibilities
  • Design and implement new PyTorch operators and tensor functions in C++ / ATen. - Build and validate Python bindings with correct gradient propagation and test coverage. - Create “golden” reference implementations in eager mode for correctness validation. - Collaborate asynchronously with CUDA or systems engineers who handle low-level kernel optimization. - Profile, benchmark, and report performance trends at the operator and graph level. - Document assumptions, APIs, and performance metrics for reproducibility. ###
  • 3) Ideal Qualifications
  • Deep understanding of PyTorch internals (TensorIterator, dispatcher, autograd engine). - Strong background in C++17+ and template metaprogramming within PyTorch’s ecosystem. - Experience authoring or extending PyTorch custom ops or backends. - Working knowledge of performance profiling tools and GPU / CPU interplay. - Strong written communication and ability to deliver well-documented, self-contained modules. - Prior open-source contributions to PyTorch, TorchInductor, Triton, or related projects are a plus. ###
  • 4) More About the Opportunity
  • Ideal for contractors who enjoy building clean, high-performance abstractions in deep learning frameworks. - Work is asynchronous, flexible, and outcome-oriented. - Collaborate with CUDA optimization specialists to integrate and validate kernels. - Projects may involve primitives used in state-of-the-art AI models and benchmarks. ###
  • 5) Compensation & Contract Terms
  • Typical range :
  • $100–$200 / hour
  • , depending on experience and project scope. - Structured as an
  • independent contractor engagement
  • , not employment. - Payments for services rendered on a milestone or weekly invoice cadence. - Confidentiality and IP assignment agreements may apply. ###
  • 6) Application Process
  • Share a concise summary of your experience with PyTorch internals and systems-level programming. - Include links to open-source work, GitHub PRs, or sample operator implementations. - Provide hourly rate, availability, and relevant technical background. - Selected experts may complete a short, paid pilot module to demonstrate fit. ###
  • 7) About Mercor
  • Mercor
  • connects top-tier independent professionals with leading AI labs and research organizations. - Contractors retain full control over their work, schedule, and deliverables. - Our engagements focus on high-skill, high-autonomy technical work across AI systems and optimization
  • Create a job alert for this search

    Ml Engineer • Asheville, North Carolina, US

    Related jobs
    Contract Manager

    Contract Manager

    Kavaliro • Arden, NC, US
    Full-time
    Kavaliro is seeking a Contract Manager / Contract Resource Coordinator to support a client in Arden, NC.Onsite Monday through Thursday. Hours are 6am - 4pm May be required to drive a vehicle or UTV on...Show more
    Last updated: 21 days ago • Promoted
    DCS CASE MANAGER 1 • - EG - 04012025-66745

    DCS CASE MANAGER 1 • - EG - 04012025-66745

    State of Tennessee • Greeneville, TN, United States
    Full-time +1
    State of Tennessee Job Information.LOCATION OF (350) POSITION(S) TO BE FILLED : DEPARTMENT OF CHILDREN'S SERVICES, CHILD AND FAMILY MANAGEMENT DIVISION, STATEWIDE. The DCS Case Manager 1 • position ha...Show more
    Last updated: 15 hours ago • Promoted • New!
    SLP / Speech Language Pathologist - Home Health

    SLP / Speech Language Pathologist - Home Health

    BrightSpring Health Services • Greeneville, TN, United States
    Full-time
    SLP / Speech Language Pathologist - Home Health.US-TN-GREENEVILLE | US-TN-MORRISTOWN | US-TN-MORRISTOWN | US-TN-MORRISTOWN | US-TN-GREENEVILLE | US-TN-GREENEVILLE. Adoration Home Health and Hospice....Show more
    Last updated: 30+ days ago • Promoted
    Travel MRI Technologist - $3,104 per week

    Travel MRI Technologist - $3,104 per week

    Windsor Healthcare Recruitment Group, Inc. • Arden, NC, United States
    Full-time
    Windsor Healthcare Recruitment Group, Inc.MRI Technologist for a travel job in Arden, North Carolina.Job Description & Requirements. The days depend on that week’s needs.I do put my schedule out 6 w...Show more
    Last updated: 2 days ago • Promoted
    Otolaryngologist

    Otolaryngologist

    Ballad Health • Greeneville, US
    Full-time
    Ballad Health Medical Associates, in collaboration with Greeneville ENT Specialists is seeking an Otolaryngologist to join a busy practice in Greeneville, Tennessee. With one physician, two advanced...Show more
    Last updated: 30+ days ago • Promoted
    Assembly Worker

    Assembly Worker

    Staffmark Group • Greeneville, TN, United States
    Full-time
    Must be available to work 2nd shift once hired).From Piece to Product-You're the Missing Link.We're hiring Assembly Workers for Parker Hannifin to keep the line moving and the products rolling out....Show more
    Last updated: 28 days ago • Promoted
    Certified Medical Assistant - Physician Practice (PBMD 1409 Asheville Highway)

    Certified Medical Assistant - Physician Practice (PBMD 1409 Asheville Highway)

    UNC Health Care • Brevard, NC, United States
    Full-time
    Become part of an inclusive organization with over 40,000 teammates, whose mission is to improve the health and well-being of the unique communities we serve. The Certified Medical Assistant (CMA) i...Show more
    Last updated: 30+ days ago • Promoted
    Field Assessor

    Field Assessor

    All Ways Caring HomeCare • Greeneville, TN, United States
    Permanent
    Responsible to meet with Persons Served / Family in their homes to evaluate and assess the needs of the Person Served.Schedule timely follow up visits to ensure provision of services by the assigned ...Show more
    Last updated: 21 days ago • Promoted
    Phlebotomist

    Phlebotomist

    Labcorp • Greeneville, TN, US
    Part-time
    At LabCorp we have a passion in helping people live happy and healthy lives.Every day we provide vital information that helps our clients and patients understand their health.If you are&n...Show more
    Last updated: 3 days ago • Promoted
    Travel CT Technologist

    Travel CT Technologist

    Trustaff Allied • Brevard, NC, US
    Full-time
    Trustaff Allied is seeking a travel CT Technologist for a travel job in Brevard, North Carolina.Job Description & Requirements. As a CT Tech, you'll capture important diagnostic images by wo...Show more
    Last updated: 30+ days ago • Promoted
    W / WW Engineer / PM

    W / WW Engineer / PM

    Jobot • Asheville, NC, US
    Full-time
    HYBRID - Well established firm - backlog of work and Huge opportunity for growth.This Jobot Job is hosted by : Kelsey Bannon. Are you a fit? Easy Apply now by clicking the "Apply Now" button and send...Show more
    Last updated: 30+ days ago • Promoted
    CUDA Kernel Optimizer - ML Engineer

    CUDA Kernel Optimizer - ML Engineer

    Mercor • Asheville, North Carolina, US
    Remote
    Full-time
    Role Overview • • Mercor is engaging advanced CUDA experts who specialize in GPU kernel optimization, performance profiling, and numerical efficiency. These professionals possess a deep mental model o...Show more
    Last updated: 13 hours ago • Promoted • New!
    CDL-A OWNER OPERATOR / INDEPENDENT CONTRACTORS

    CDL-A OWNER OPERATOR / INDEPENDENT CONTRACTORS

    Freymiller • Asheville, NC, US
    Full-time
    CDL-A Owner Operator Jobs | Independent Contractor Opportunities.And a company thatrespects your time and hustle?.AtFreymiller, we offer consistentOTR freight, industry-leadingfuel surcharge pay, a...Show more
    Last updated: 30+ days ago • Promoted
    Radiologic Tech, Registered

    Radiologic Tech, Registered

    UNC Health Care • Mills River, NC, United States
    Full-time
    Become part of an inclusive organization with over 40,000 diverse employees, whose mission is to improve the health and well-being of the unique communities we serve. Using radiological (X-ray) imag...Show more
    Last updated: 30+ days ago • Promoted
    PTA / Physical Therapist Assistant

    PTA / Physical Therapist Assistant

    BrightSpring Health Services • Greeneville, TN, United States
    Full-time
    PTA / Physical Therapist Assistant.Adoration Home Health and Hospice.Adoration Home Health and Hospice.Home Health PTA to join our team in. Our Home Health PTAs provide expert, patient-centered care...Show more
    Last updated: 30+ days ago • Promoted
    Travel CT Tech - $1587.27 / Week

    Travel CT Tech - $1587.27 / Week

    AMN Healthcare Allied • Brevard, NC, US
    Full-time
    AMN Healthcare Allied is seeking an experienced CT Tech for an exciting Travel Allied job in Brevard, NC.Shift : 12 hr nights Start Date : ASAP Duration : 13 weeks Pay : $1587.Job Description & Req...Show more
    Last updated: 1 day ago • Promoted
    Infrastructure Engineer (Remote NC)

    Infrastructure Engineer (Remote NC)

    Vaya Health • Asheville, NC, United States
    Remote
    Full-time
    Remote - This is a home based, virtual position that operates Monday - Friday from 8 : 30am-5 : 00pm EST.Incumbent needs to be close to the. Asheville, North Carolina area and.The Infrastructure Enginee...Show more
    Last updated: 30+ days ago • Promoted
    Medical Technologist or Medical Laboratory Technician in North Carolina

    Medical Technologist or Medical Laboratory Technician in North Carolina

    KA Recruiting Inc. • Pisgah Forest, NC, US
    Full-time +1
    Searching for a new Med Tech job? My name is Leah and I'm a healthcare recruiter, I'm here to help!.I have an amazing Med Tech position available near Pisgah Forest, North Carolina!.Full, c...Show more
    Last updated: 30+ days ago • Promoted